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Paper Citation Record · LEDGER

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets

As of 20 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 1 inbound Pith citation observation for arXiv:2604.06688.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2604.06688 v3

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T16:41:21.224659Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T11:14:12.735232Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

31 of 31 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved31
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 3e56ce22-ecee-41a4-92e5-3561f0952ecd · outbound

This paper cites an unresolved cited work.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Unresolved cited work

Reference 1

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source=pdf_text observed=2026-08-02T16:41:21.224659Z digest=sha256:303702bf136bdbb15c0a72c31a1dfae66d461a736f935c0ba700c5b52ed41ac6

Observation aa78a347-2eef-4411-bc84-21224b4d8b84 · outbound

This paper cites Robert Axelrod.The Evolution of Cooperation.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Robert Axelrod.The Evolution of Cooperation

Reference 3

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source=pdf_text observed=2026-08-02T16:41:21.147842Z digest=sha256:84e15ffb419f7a0e432c9e7ce549874e30bb13031bd4c93c66dc20261cd88e3a

Observation 2a8fedc7-cff9-40c9-94b0-c5ce776749cd · outbound

This paper cites Mechanism design for large language models.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Mechanism design for large language models

Reference 5

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source=pdf_text observed=2026-08-02T16:41:21.154037Z digest=sha256:9613f24e6c8ee2fadfbfd626373300f6a35f86eff7957a18fd523c7991c8ebad

Observation 1f10b720-79e4-4cb9-89f7-e0a616e395a3 · outbound

This paper cites Agam Goyal, Olivia Pal, Hari Sundaram, Eshwar Chandrasekharan, and Koustuv Saha.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Agam Goyal, Olivia Pal, Hari Sundaram, Eshwar Chandrasekharan, and Koustuv Saha

Reference 7

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source=pdf_text observed=2026-08-02T16:41:21.159792Z digest=sha256:db00ac3e3a609ebbe3a560993de408e40e0266f6facbb1af361d12c99c7ff5ab

Observation 99b23c3d-2ffa-47c4-9c9e-f4b1f6cd9ffe · outbound

This paper cites an unresolved cited work.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Unresolved cited work

Reference 10

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source=pdf_text observed=2026-08-02T16:41:21.208838Z digest=sha256:d0c703bf77426bdf722c8e910755eacea9327b27c42bacf7d8398ac023d6d06c

Observation 3a4275d3-bcaf-464e-84d8-906fbbdb4608 · outbound

This paper cites Blake LeBaron.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Blake LeBaron

Reference 11

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source=pdf_text observed=2026-08-02T16:41:21.170779Z digest=sha256:107acde69efcc4a87ee2db450e17fbb72265cc27ff75996e67919920206b8dd0

Observation d9d258a4-4221-4e17-bca5-ed16b6e25b80 · outbound

This paper cites SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks

Reference 12

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source=pdf_text observed=2026-08-02T16:41:21.174041Z digest=sha256:79fc751f385edcebf67ba37796bb981bd2a1dc39d12e639b31bc59680382fda2

Observation a4ed38a3-5fdb-4dbe-a8da-5ae0fce6f2ce · outbound

This paper cites Strategic collusion of LLM agents: Market division in multi-commodity competitions.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Strategic collusion of LLM agents: Market division in multi-commodity competitions

Reference 13

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source=pdf_text observed=2026-08-02T16:41:21.176835Z digest=sha256:0249041ad48121d11e2c34e213f4088a32558a06e8344f9ec94cd09389708684

Observation e2121edd-b7c2-4316-aeb9-a05970769c65 · outbound

This paper cites AgenticPay: A multi-agent LLM negotiation system for buyer–seller transactions.arXiv preprint arXiv:2602.06008, 2026a.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets AgenticPay: A multi-agent LLM negotiation system for buyer–seller transactions.arXiv preprint arXiv:2602.06008, 2026a

Reference 14

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source=pdf_text observed=2026-08-02T16:41:21.179507Z digest=sha256:77fa1d317fd52d03feb5c92cd8f5caedb07b778a84c19e339ce25344fe859645

Observation d5a1b22d-1751-43ab-8e73-c1c45b4c0302 · outbound

This paper cites Xuan Liu, HaoYang Shang, and Haojian Jin.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Xuan Liu, HaoYang Shang, and Haojian Jin

Reference 15

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source=pdf_text observed=2026-08-02T16:41:21.181934Z digest=sha256:d8f02a796a35b0431b60092945d74539801f6ef2aa7845ffba5447b877536a31

Observation c513b85a-406c-4fda-8afa-3e00c73989bc · outbound

This paper cites Myle Ott, Yejin Choi, Claire Cardie, and Jeffrey T Hancock.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Myle Ott, Yejin Choi, Claire Cardie, and Jeffrey T Hancock

Reference 16

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no resolver link, observed 2026-08-02T16:41:21.184498Z

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source=pdf_text observed=2026-08-02T16:41:21.184498Z digest=sha256:72f03a0fb710d51526724a61c2ec8e86d35d4e1c4a524189958cc6537ca6f15f

Observation 4c95c3d4-2a16-4e7d-9a93-381e04ea291a · outbound

This paper cites Strategic Intelligence in Large Language Models: Evidence from evolutionary Game Theory.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Strategic Intelligence in Large Language Models: Evidence from evolutionary Game Theory

Reference 17

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source=pdf_text observed=2026-08-02T16:41:21.186904Z digest=sha256:0ca305076d6e2fa65200773ad299187e35839b2c4af2669e27aa50cbdac57ecf

Observation 2586950a-9958-451e-be12-4c533cf7c892 · outbound

This paper cites Alvin E Roth.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Alvin E Roth

Reference 18

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source=pdf_text observed=2026-08-02T16:41:21.189675Z digest=sha256:c3da75573acc982f5e5615182ef707ba4eff8443865d059450b53362161ccf91

Observation 789bc3d4-432a-46c7-a24b-150a2757aabe · outbound

This paper cites Advancing AI negotiations: New theory and evidence from a large-scale autonomous negotiation competition.arXiv preprint arXiv:2503.06416,.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Advancing AI negotiations: New theory and evidence from a large-scale autonomous negotiation competition.arXiv preprint arXiv:2503.06416,

Reference 20

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source=pdf_text observed=2026-08-02T16:41:21.195326Z digest=sha256:76355c1e67bf11d44769a64877eefadeddd51afb8cc4a848598725d8d7680468

Observation 356c2ddf-c7f7-4427-b6cf-894c45ba390e · outbound

This paper cites Beyond numeric rewards: In-context dueling bandits with LLM agents.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Beyond numeric rewards: In-context dueling bandits with LLM agents

Reference 23

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source=pdf_text observed=2026-08-02T16:41:21.203018Z digest=sha256:a171b92f874b808ed9c85766d45e8a4897da9db677395065850017e8ab624963

Observation 27996c49-d0f8-43b3-a432-7050810ecf85 · outbound

This paper cites The automated but risky game: Modeling agent-to-agent negotiations and transactions in consumer markets.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets The automated but risky game: Modeling agent-to-agent negotiations and transactions in consumer markets

Reference 24

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source=pdf_text observed=2026-08-02T16:41:21.206132Z digest=sha256:1b496dcac0cc68437aa0e25ff636b973d7e61b57c7bee163d17c9f98db2d5600

Observation a295acd1-0a62-4d3f-b352-8a69cc3f0334 · outbound

This paper cites an unresolved cited work.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Unresolved cited work

Reference 26

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source=pdf_text observed=2026-08-02T16:41:21.211349Z digest=sha256:3b648547fd804837b464cc718febd6f726f5f8713dfc49af28d85b4a3638fa5b

Observation 5014dce2-3849-4f91-8e8e-64c150ad23cd · outbound

This paper cites cex i can be smaller or larger than cj ref depending on tier choice; it is scaled by µ in the posted contract.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets cex i can be smaller or larger than cj ref depending on tier choice; it is scaled by µ in the posted contract

Reference 27

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no resolver link, observed 2026-08-02T16:41:21.213899Z

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source=pdf_text observed=2026-08-02T16:41:21.213899Z digest=sha256:48a56dfc40e7d50c4de8352abea9d1efbf81f7b086402655f9697bbe57fe2181

Observation 8568ef2e-a295-4297-a384-5e66c45b17d4 · outbound

This paper cites Language models as agent models.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Language models as agent models

Reference 1978

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no resolver link, observed 2026-08-02T16:41:21.067171Z

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source=pdf_text observed=2026-08-02T16:41:21.067171Z digest=sha256:9191a25c36ca6479aa722bf72f9592325cc910c610b3a109d9c8191cb7f333fc

Observation a20d2f43-9519-4a88-99e7-36f6e2ca13a3 · outbound

This paper cites Large language models as simulated economic agents: What can we learn from homo silicus?arXiv preprint arXiv:2301.07543,.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Large language models as simulated economic agents: What can we learn from homo silicus?arXiv preprint arXiv:2301.07543,

Reference 1979

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no resolver link, observed 2026-08-02T16:41:21.165648Z

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source=pdf_text observed=2026-08-02T16:41:21.165648Z digest=sha256:419de2ebab093f6d0b6a9d929c10a4e4f9fabf7b1332797f43c57e50b7327739

Observation 5f15fcdb-1ec0-4dfe-a03b-d85117d531aa · outbound

This paper cites Concretely, every K= 6 rounds, all agents are ranked by wealth.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Concretely, every K= 6 rounds, all agents are ranked by wealth

Reference 1984

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no resolver link, observed 2026-08-02T16:41:21.216864Z

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source=pdf_text observed=2026-08-02T16:41:21.216864Z digest=sha256:013209489faa2ec249d421a96cef9693bb1350295b3e270e59c932d3af2e1bbc

Observation 5a5da571-fe47-4a98-bd5b-8b640332b1f7 · outbound

This paper cites Reasoning or reciting? Exploring the capabilities and limitations of language models through counterfactual tasks.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Reasoning or reciting? Exploring the capabilities and limitations of language models through counterfactual tasks

Reference 1985

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no resolver link, observed 2026-08-02T16:41:21.200519Z

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source=pdf_text observed=2026-08-02T16:41:21.200519Z digest=sha256:fcbbcfa16a76bd868bca3b7623945309f95e915ee29714755daca838444939af

Observation 1159ae3a-6dca-4e3b-9857-ceec9feaae7e · outbound

This paper cites An Economy of AI Agents.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets An Economy of AI Agents

Reference 1992

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no resolver link, observed 2026-08-02T16:41:21.162386Z

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source=pdf_text observed=2026-08-02T16:41:21.162386Z digest=sha256:5c4c3f3712c2d443e5f0dc312a00bda6f4d5efed1ee8523f27b3c18a127592fa

Observation 5087178b-1d42-4b69-a5df-0868a317a9d1 · outbound

This paper cites Collaborating Action by Action: A Multi-agent LLM Framework for Embodied Reasoning.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Collaborating Action by Action: A Multi-agent LLM Framework for Embodied Reasoning

Reference 1997

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source=pdf_text observed=2026-08-02T16:41:21.197748Z digest=sha256:002f53215253752f5ddb2e864faff28ca96b88dc663ab72bedd25c8adb756ab8

Observation b0fc3631-79cd-4911-8230-fdf42691a606 · outbound

This paper cites an unresolved cited work.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Unresolved cited work

Reference 1998

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source=pdf_text observed=2026-08-02T16:41:21.219450Z digest=sha256:f1cf5d03b2ef36b1169f9c64435a6a711345216753713e1cfc98008594d6d8c5

Observation 18616dcd-85c6-4053-a051-891ba82d219d · outbound

This paper cites Virtual Agent Economies.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Virtual Agent Economies

Reference 2002

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source=pdf_text observed=2026-08-02T16:41:21.192195Z digest=sha256:e425d8dd1beccd0c10728837f463e4cd398ea95b9672d0bc57a95c205d01eccd

Observation 25ce03a7-8bba-4e24-a5cb-a8f74e060b7c · outbound

This paper cites A cooldown of −5% per successful match prevents persistent inflation.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets A cooldown of −5% per successful match prevents persistent inflation

Reference 2006

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no resolver link, observed 2026-08-02T16:41:21.222052Z

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source=pdf_text observed=2026-08-02T16:41:21.222052Z digest=sha256:9d1f156a382ab398cd05d4c1e0ad0aee9057b75abe908c4128f936fc54d93f4b

Observation 7c981445-09b5-4785-acf5-cbfa24c8f358 · outbound

This paper cites Alan Chan, Kevin Wei, Sihao Huang, Nitarshan Rajkumar, Elija Perrier, Seth Lazar, Gillian K Hadfield, and Markus Anderljung.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Alan Chan, Kevin Wei, Sihao Huang, Nitarshan Rajkumar, Elija Perrier, Seth Lazar, Gillian K Hadfield, and Markus Anderljung

Reference 2020

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source=pdf_text observed=2026-08-02T16:41:21.151080Z digest=sha256:85999def6b1d796ce1800c816a19fe8c639f837937a31e78c2cfebf4d142961f

Observation a8224f53-9598-4749-b3a7-7cc95427a601 · outbound

This paper cites Sayash Kapoor, Noam Kolt, and Seth Lazar.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Sayash Kapoor, Noam Kolt, and Seth Lazar

Reference 2023

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source=pdf_text observed=2026-08-02T16:41:21.168140Z digest=sha256:1dd731d9b981e6e2c4090c3ef9ab2ba23e8d6ab7b9e2caf2e08fdc40dc813556

Observation 380a51a2-4a15-4142-9374-ab3c9c51d408 · outbound

This paper cites Modular pluralism: Pluralistic alignment via multi-LLM collaboration.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets Modular pluralism: Pluralistic alignment via multi-LLM collaboration

Reference 2024

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source=pdf_text observed=2026-08-02T16:41:21.157076Z digest=sha256:954d47efc95e8b13add2fb41958ab654f412d2c8432429c8d59d17644a53444e

Observation 540e755c-954d-4407-94f0-902bc23bfb1b · outbound

This paper cites George A Akerlof.

Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets George A Akerlof

Reference 2025

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source=pdf_text observed=2026-08-02T16:41:21.000407Z digest=sha256:db4a8fb438830b617e40d71e7e6d3cd3450986e306c240ad48679a80b9c75901

Pith citing papers

Observation d3fb842b-2e51-4b62-87df-465f83561bb6 · inbound

When Shippers Become Algorithms: Candidate Exposure, Information Design, and the Concentration of LLM-Mediated Freight Markets cites this paper.

When Shippers Become Algorithms: Candidate Exposure, Information Design, and the Concentration of LLM-Mediated Freight Markets Diagon: A Programmable Testbed for AI-Agent Cognitive Labor Markets

Reference 18

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local_arxiv, observed 2026-08-01T11:19:03.468392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-01T11:14:12.735232Z digest=sha256:197795743b4625d2ae2c7704c9f1da1333462ea969fe6cba3f5af457d6a79bef